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EPISODE · Jan 6, 2026 · 4 MIN

When teaching stops being bounded

from Polymathic · host Paul Welty

AI removes the constraints that gave teaching its shape—one teacher, thirty students, limited time. But lifting constraints doesn't make the work easier. It makes it different. Teachers trained for a bounded classroom now face an unbounded role that requires judgment, discernment, and presence in ways we haven't yet mapped.

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When teaching stops being bounded

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This episode was published on January 6, 2026.

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AI removes the constraints that gave teaching its shape—one teacher, thirty students, limited time. But lifting constraints doesn't make the work easier. It makes it different. Teachers trained for a bounded classroom now face an unbounded role that...

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